Triple

T16635175
Position Surface form Disambiguated ID Type / Status
Subject Three Ninjas E404179 entity
Predicate producer P490 FINISHED
Object Martha Chang
Martha Chang is a film producer best known for her work on the family martial arts comedy franchise "Three Ninjas."
E1224159 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Martha Chang | Statement: [Three Ninjas, producer, Martha Chang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Martha Chang
Context triple: [Three Ninjas, producer, Martha Chang]
  • A. Fay Chang
    Fay Chang is a computer scientist known for co-authoring the influential Google Bigtable paper on large-scale distributed storage systems.
  • B. Rosalie Chiang
    Rosalie Chiang is an American actress best known for voicing the main character, Meilin "Mei" Lee, in Pixar's animated film "Turning Red."
  • C. Christina Chang
    Christina Chang is a Taiwanese-American actress best known for her role as Dr. Audrey Lim on the medical drama series "The Good Doctor."
  • D. Margaret Chung
    Margaret Chung was a pioneering Chinese American physician and surgeon, widely regarded as the first Chinese American woman doctor in the United States and known for her influential role in supporting U.S. military personnel during World War II.
  • E. Peggy Cherng
    Peggy Cherng is a Chinese-American engineer and entrepreneur best known as the co-founder and co-CEO of the Panda Restaurant Group, which operates the Panda Express restaurant chain.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Martha Chang
Triple: [Three Ninjas, producer, Martha Chang]
Generated description
Martha Chang is a film producer best known for her work on the family martial arts comedy franchise "Three Ninjas."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Martha Chang
Target entity description: Martha Chang is a film producer best known for her work on the family martial arts comedy franchise "Three Ninjas."
  • A. Fay Chang
    Fay Chang is a computer scientist known for co-authoring the influential Google Bigtable paper on large-scale distributed storage systems.
  • B. Rosalie Chiang
    Rosalie Chiang is an American actress best known for voicing the main character, Meilin "Mei" Lee, in Pixar's animated film "Turning Red."
  • C. Christina Chang
    Christina Chang is a Taiwanese-American actress best known for her role as Dr. Audrey Lim on the medical drama series "The Good Doctor."
  • D. Margaret Chung
    Margaret Chung was a pioneering Chinese American physician and surgeon, widely regarded as the first Chinese American woman doctor in the United States and known for her influential role in supporting U.S. military personnel during World War II.
  • E. Peggy Cherng
    Peggy Cherng is a Chinese-American engineer and entrepreneur best known as the co-founder and co-CEO of the Panda Restaurant Group, which operates the Panda Express restaurant chain.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d8838a41f08190b0c3f79c47df5078 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e378e999d48190bff680040dbc883d completed April 18, 2026, 12:28 p.m.
NED1 Entity disambiguation (via context triple) batch_6a007dc05bd881909c6b2e0d95622aa1 completed May 10, 2026, 12:44 p.m.
NEDg Description generation batch_6a007e1909b88190ad2587b5d5433e2e completed May 10, 2026, 12:46 p.m.
NED2 Entity disambiguation (via description) batch_6a007eda229c8190a6b99400141cf0b6 completed May 10, 2026, 12:49 p.m.
Created at: April 10, 2026, 5:17 a.m.